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   "cell_type": "markdown",
   "source": [
    "# Introduction to the JupyterLab and Jupyter Notebooks\n",
    "\n",
    "This is a short introduction to two of the flagship tools created by [the Jupyter Community](https://jupyter.org).\n",
    "\n",
    "> **⚠️Experimental!⚠️**: This is an experimental interface provided by the [JupyterLite project](https://jupyterlite.readthedocs.io/en/latest/). It embeds an entire JupyterLab interface, with many popular packages for scientific computing, in your browser. There may be minor differences in behavior between JupyterLite and the JupyterLab you install locally. You may also encounter some bugs or unexpected behavior. To report any issues, or to get involved with the JupyterLite project, see [the JupyterLite repository](https://github.com/jupyterlite/jupyterlite/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc).\n",
    "\n",
    "## JupyterLab 🧪\n",
    "\n",
    "**JupyterLab** is a next-generation web-based user interface for Project Jupyter. It enables you to work with documents and activities such as Jupyter notebooks, text editors, terminals, and custom components in a flexible, integrated, and extensible manner. It is the interface that you're looking at right now.\n",
    "\n",
    "**For an overview of the JupyterLab interface**, see the **JupyterLab Welcome Tour** on this page, by going to `Help -> Welcome Tour` and following the prompts.\n",
    "\n",
    "> **See Also**: For a more in-depth tour of JupyterLab with a full environment that runs in the cloud, see [the JupyterLab introduction on Binder](https://mybinder.org/v2/gh/jupyterlab/jupyterlab-demo/HEAD?urlpath=lab/tree/demo).\n",
    "\n",
    "## Jupyter Notebooks 📓\n",
    "\n",
    "**Jupyter Notebooks** are a community standard for communicating and performing interactive computing. They are a document that blends computations, outputs, explanatory text, mathematics, images, and rich media representations of objects.\n",
    "\n",
    "JupyterLab is one interface used to create and interact with Jupyter Notebooks.\n",
    "\n",
    "**For an overview of Jupyter Notebooks**, see the **JupyterLab Welcome Tour** on this page, by going to `Help -> Notebook Tour` and following the prompts.\n",
    "\n",
    "> **See Also**: For a more in-depth tour of Jupyter Notebooks and the Classic Jupyter Notebook interface, see [the Jupyter Notebook IPython tutorial on Binder](https://mybinder.org/v2/gh/ipython/ipython-in-depth/HEAD?urlpath=tree/binder/Index.ipynb).\n",
    "\n",
    "## An example: visualizing data in the notebook ✨\n",
    "\n",
    "Below is an example of a code cell. We'll visualize some simple data using two popular packages in Python. We'll use [NumPy](https://numpy.org/) to create some random data, and [Matplotlib](https://matplotlib.org) to visualize it.\n",
    "\n",
    "Note how the code and the results of running the code are bundled together."
   ],
   "metadata": {},
   "id": "a35eeb9f-df70-4ab1-a243-2d2025888eb0"
  },
  {
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Generate 100 random data points along 3 dimensions\n",
    "x, y, scale = np.random.randn(3, 100)\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# Map each onto a scatterplot we'll create with Matplotlib\n",
    "ax.scatter(x=x, y=y, c=scale, s=np.abs(scale)*500)\n",
    "ax.set(title=\"Some random data, created with JupyterLab!\")\n",
    "plt.show()"
   ],
   "metadata": {
    "trusted": true
   },
   "execution_count": 1,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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",
      "text/plain": [
       "<pyolite.display.Image at 0x97d2f0>"
      ]
     },
     "metadata": {}
    }
   ],
   "id": "fe55883a-6887-43dd-9498-5333a51799e2"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Next steps 🏃\n",
    "\n",
    "This is just a short introduction to JupyterLab and Jupyter Notebooks. See below for some more ways to interact with tools in the Jupyter ecosystem, and its community.\n",
    "\n",
    "### Other notebooks in this demo\n",
    "\n",
    "Here are some other notebooks in this demo. Each of the items below corresponds to a file or folder in the **file browser to the left**.\n",
    "\n",
    "- [**`Lorenz.ipynb`**](Lorenz.ipynb) uses Python to demonstrate interactive visualizations and computations around the [Lorenz system](https://en.wikipedia.org/wiki/Lorenz_system). It shows off basic Python functionality, including more visualizations, data structures, and scientific computing libraries.\n",
    "- [**`sqlite.ipynb`**](sqlite.ipynb) demonstrates how an in-browser sqlite kernel to run your own SQL commands from the notebook. It uses the [jupyterlite/xeus-sqlite-kernel](https://github.com/jupyterlite/xeus-sqlite-kernel).\n",
    "\n",
    "### Other sources of information in Jupyter\n",
    "\n",
    "- **More on using JupyterLab**: See [the JupyterLab documentation](https://jupyterlab.readthedocs.io/en/stable/) for more thorough information about how to install and use JupyterLab.\n",
    "- **More interactive demos**: See [try.jupyter.org](https://try.jupyter.org) for more interactive demos with the Jupyter ecosystem.\n",
    "- **Learn more about Jupyter**: See [the Jupyter community documentation](https://docs.jupyter.org) to learn more about the project, its community and tools, and how to get involved.\n",
    "- **Join our discussions**: The [Jupyter Community Forum](https://discourse.jupyter.org) is a place where many in the Jupyter community ask questions, help one another, and discuss issues around interactive computing and our ecosystem."
   ],
   "metadata": {},
   "id": "b9670d85-ef29-4dfd-b4b5-e76d279c1f1a"
  }
 ]
}
